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We consider a class of discrete convex functionals which satisfy a (generalized) coarea formula. These functionals, based on submodular interactions, arise in discrete optimization and are known as a large class of problems which can be solved in polynomial time. In particular, some of them can be solved very efficiently by maximal flow algorithms and are quite popular in the image processing community. We study the limit in the continuum of these functionals, show that they always converge to some “crystalline” perimeter/total variation, and provide an almost explicit formula for the limiting functional.
@article{M2AN_2010__44_2_207_0, author = {Chambolle, Antonin and Giacomini, Alessandro and Lussardi, Luca}, title = {Continuous limits of discrete perimeters}, journal = {ESAIM: Mathematical Modelling and Numerical Analysis }, pages = {207--230}, publisher = {EDP-Sciences}, volume = {44}, number = {2}, year = {2010}, doi = {10.1051/m2an/2009044}, mrnumber = {2655948}, zbl = {1185.94008}, language = {en}, url = {http://geodesic.mathdoc.fr/articles/10.1051/m2an/2009044/} }
TY - JOUR AU - Chambolle, Antonin AU - Giacomini, Alessandro AU - Lussardi, Luca TI - Continuous limits of discrete perimeters JO - ESAIM: Mathematical Modelling and Numerical Analysis PY - 2010 SP - 207 EP - 230 VL - 44 IS - 2 PB - EDP-Sciences UR - http://geodesic.mathdoc.fr/articles/10.1051/m2an/2009044/ DO - 10.1051/m2an/2009044 LA - en ID - M2AN_2010__44_2_207_0 ER -
%0 Journal Article %A Chambolle, Antonin %A Giacomini, Alessandro %A Lussardi, Luca %T Continuous limits of discrete perimeters %J ESAIM: Mathematical Modelling and Numerical Analysis %D 2010 %P 207-230 %V 44 %N 2 %I EDP-Sciences %U http://geodesic.mathdoc.fr/articles/10.1051/m2an/2009044/ %R 10.1051/m2an/2009044 %G en %F M2AN_2010__44_2_207_0
Chambolle, Antonin; Giacomini, Alessandro; Lussardi, Luca. Continuous limits of discrete perimeters. ESAIM: Mathematical Modelling and Numerical Analysis , Tome 44 (2010) no. 2, pp. 207-230. doi: 10.1051/m2an/2009044
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